{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:HM45NNLEXGZMRISAM7OCPZWKK5","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"78936c105046320d6ec3e9577628c2d469f1c9143bdd96fcdec4e47aeef39c0e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-23T13:15:13Z","title_canon_sha256":"4db1ec1d1e4a8e8595c67d1cc1c1bbc82bf09a0f57ec5571a5cc8cc1f6c93a2a"},"schema_version":"1.0","source":{"id":"2405.14529","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.14529","created_at":"2026-07-05T10:30:21Z"},{"alias_kind":"arxiv_version","alias_value":"2405.14529v3","created_at":"2026-07-05T10:30:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.14529","created_at":"2026-07-05T10:30:21Z"},{"alias_kind":"pith_short_12","alias_value":"HM45NNLEXGZM","created_at":"2026-07-05T10:30:21Z"},{"alias_kind":"pith_short_16","alias_value":"HM45NNLEXGZMRISA","created_at":"2026-07-05T10:30:21Z"},{"alias_kind":"pith_short_8","alias_value":"HM45NNLE","created_at":"2026-07-05T10:30:21Z"}],"graph_snapshots":[{"event_id":"sha256:e9f6f5d6cd4275dfa6acac18f761b805a64aa8bb953554bdf0feef715b701137","target":"graph","created_at":"2026-07-05T10:30:21Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2405.14529/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in multimodal foundation models have set new standards in few-shot anomaly detection. This paper explores whether high-quality visual features alone are sufficient to rival existing state-of-the-art vision-language models. We affirm this by adapting DINOv2 for one-shot and few-shot anomaly detection, with a focus on industrial applications. We show that this approach does not only rival existing techniques but can even outmatch them in many settings. Our proposed vision-only approach, AnomalyDINO, follows the well-established patch-level deep nearest neighbor paradigm, and enab","authors_text":"Asja Fischer, Johannes Lederer, Mike Laszkiewicz, Simon Damm","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-23T13:15:13Z","title":"AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.14529","kind":"arxiv","version":3},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:a884de9d78cb7bec12524fe99f16d533f4127f733711c6617666408ef0a9428d","target":"record","created_at":"2026-07-05T10:30:21Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"78936c105046320d6ec3e9577628c2d469f1c9143bdd96fcdec4e47aeef39c0e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-23T13:15:13Z","title_canon_sha256":"4db1ec1d1e4a8e8595c67d1cc1c1bbc82bf09a0f57ec5571a5cc8cc1f6c93a2a"},"schema_version":"1.0","source":{"id":"2405.14529","kind":"arxiv","version":3}},"canonical_sha256":"3b39d6b564b9b2c8a24067dc27e6ca5778b356f9969ef893a8c1113b48f3c3ac","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3b39d6b564b9b2c8a24067dc27e6ca5778b356f9969ef893a8c1113b48f3c3ac","first_computed_at":"2026-07-05T10:30:21.079403Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:30:21.079403Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LLyXd4N84M1tCmBi7jwvXXTJ3kycjfvwq1QmsnvF4AHUIFyeDR1y2Im8tvvAsbQKj/uFTGdA/gbaMWhvV6+YDA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:30:21.080078Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.14529","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a884de9d78cb7bec12524fe99f16d533f4127f733711c6617666408ef0a9428d","sha256:e9f6f5d6cd4275dfa6acac18f761b805a64aa8bb953554bdf0feef715b701137"],"state_sha256":"600b02754a812bed7344e0db9ced6e71b2cb308b3a0d9a0d0292a77ff9a4ee87"}